期刊文献+

融合媒体效应和心理因素的社交网络谣言传播模型 被引量:2

Social Network Rumor Spreading Model Integrating Media Effect and Psychological Factors
下载PDF
导出
摘要 针对现有社交网络谣言传播模型未同时考虑媒体效应和个人心理因素的问题,建立了一种新的谣言传播模型。分析了社交网络上谣言的传播过程,阐述了媒体效应和个人的犹豫、遗忘心理因素对社交网络中谣言传播的影响。通过求解模型的平衡点和基本再生数R,证明了模型平衡点的局部稳定性和全局稳定性,并通过数值模拟进行了验证,同时揭示了媒体效应、犹豫率和谣言遗忘率对社交网络中谣言传播的影响规律。结果表明,当R<1时,最终网络中没有谣言传播;当R>1时,网络中仍有谣言传播。媒体效应越强,谣言传播的范围越小,谣言影响力越小;犹豫率越高,谣言传播范围越广;遗忘率越高,谣言传播范围越小。 Aiming at the problem that the existing social network rumor propagation model does not consider the media effect and personal psychological factors at the same time, a new rumor propagation model was established. This paper analyzed the spread process of rumors on social networks, and expounded the influence of media effect, individual hesitation and forgetting psychological factors on the spread of rumors on social networks. By solving the balance point and basic reproduction numberRof the model, the local stability and global stability of the balance point of the model were proved and verified by numerical simulation. At the same time, it reveals the influence of media effect, hesitation rate and rumor forgetting rate on the spread of rumors in social networks. The results show that, whenR<1,no rumors spread in the final network;whenR>1,rumors still spread in the network. The psychological factors of media effect, hesitation and forgetting have an important influence on the process of rumor dissemination. The stronger the media effect, the smaller the scope of the spread of rumors, and the smaller the influence of the rumors;the higher the hesitation rate, the wider the spread of rumors;the higher the forgetting rate, the smaller the spread of rumors.
作者 吕心怡 黄贤英 刘小洋 LV Xin-yi;HUANG Xian-ying;LIU Xiao-yang(School of Computer Science and Engineering,Chongqing University of Technology,Chongqing 400054,China)
出处 《计算机仿真》 北大核心 2022年第10期342-348,419,共8页 Computer Simulation
基金 国家社会科学基金(17XXW005) 重庆市基础科学与前沿技术研究重点专项资助项目(cstc2017jcyjBX0059)。
关键词 谣言传播 媒体效应 犹豫因素 遗忘因素 稳定性 Rumor spreading Media effect Hesitation factor Forgetting factor Stability
  • 相关文献

参考文献5

二级参考文献37

  • 1Leskovec J, McGlohon M, Faloutsos C, et al. Patterns of Cascading Behavior in Large Blog Graphs[ C ]//Prceedings of 2007 SIAM International Conference on Data Mining Minneapolis, Minnesota, USA: 551-556.
  • 2Corporation H P. Impulsive Vaccination SEIR Model with Nonlinear Incidence Rate and Time Delay[ J]. Mathematical Problems in Engineering, 2013(2): 292-319.
  • 3Kawachi K. Deterministic Models for Rumor Transmission [ J ]. Nonlinear Analysis Real World Applications, 2008, 9 (5): 1989-2028.
  • 4Nekovee M, Moreno Y, Bianconi G, et al. Theory of Rumour Spreading in Complex Social Networks [ J ]. Physica A Statistical Mechanics & Its Applications, 2008, 374(1) :457-470.
  • 5Gu J, Li W, Cai X. The Effect of the Forget - Remember Mechanism on Spreading[ J]. European Physical Journal B, 2008, 62 (2) : 247-255.
  • 6Zhao L, Qiu X, Wang X, et al. Rumor Spreading Model Considering Forgetting and Remembering Mechanisms in Inhomogeneous Networks [ J ]. Physiea A Statistical Mechanics & Its Applications, 2013, 392 (4) : 987-994.
  • 7Zan Yongli, Wu Jianliang, Li Ping, et al. SICR Rumor Spreading Model in Complex Networks: Counterattack and Self-Resist- ance[ J]. Physica A Statistical Mechanics & Its Applications, 2014, 405:159-170.
  • 8Zhao Laijun, Xie Wanlin, Gao H O, et al. A Rumor Spreading Model with Variable Forgetting Rate [ J ]. Physica A Statistical Mechanics & Its Applications, 2013, 392(23) : 6146-6154.
  • 9Ebbinghaus H. Memory: A Contribution to Experimental Psychology [ J ]. Annals of Neurosciences, 2013, 20 : 1151-1154.
  • 10Valerie Isham, Simon Harden, Maziar Nekovee. Stochastic Epidemics and Rumours on Finite Random Networks [ J ]. Physica A Statistical Mechanics & Its Applications, 2010, 389(3) : 561-576.

共引文献31

同被引文献8

引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部